{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim.lr_scheduler as lr_s\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Model, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(in_channels=3, out_channels=3, kernel_size=3)\n",
    "        self.relu1 = nn.ReLU()\n",
    "    def forward(self, x):\n",
    "        output = self.conv1(x)\n",
    "        output = self.relu1(x)\n",
    "        return output\n",
    "model = Model()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr = 2e-3)\n",
    "optimizer_SGD = torch.optim.SGD(model.parameters(), lr = 2e-3)\n",
    "def draw_curve(scheduler, start_epoch, epoch, str_name):\n",
    "    lr_list = []\n",
    "    for epoch in range(start_epoch, epoch+1):\n",
    "        optimizer.zero_grad()\n",
    "        optimizer.step()\n",
    "        lr_list.append(optimizer.param_groups[0]['lr'])\n",
    "        scheduler.step()\n",
    "    plt.plot(list(range(start_epoch, start_epoch+len(lr_list))), lr_list)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.ylabel('lr')\n",
    "    plt.title(str_name)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 余弦退火\n",
    "T_0：周期\n",
    "\n",
    "T_mult：周期变化率\n",
    "\n",
    "eta_min：学习率最小值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epoch = 200\n",
    "scheduler_cos = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=50, eta_min=0 )\n",
    "print(scheduler_cos.last_epoch)\n",
    "draw_curve(scheduler_cos, 1, epoch, 'Cosine')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.002\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scheduler_coswarm = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(optimizer, T_0=5, T_mult=2, eta_min=0, last_epoch=-1)\n",
    "draw_curve(scheduler_coswarm, 1, 100, 'Cosinewarmstart')\n",
    "ckpt = {'lr_sch':scheduler_coswarm.state_dict()}\n",
    "scheduler_coswarm2 = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(optimizer, T_0=5, T_mult=2, eta_min=0, last_epoch=-1)\n",
    "print(scheduler_coswarm2.get_last_lr()[0])\n",
    "scheduler_coswarm2.load_state_dict(ckpt['lr_sch'])\n",
    "#print(scheduler_coswarm2.last_epoch)\n",
    "draw_curve(scheduler_coswarm2, 100, 200, 'Cosinewarmstart2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scheduler_StepLR = torch.optim.lr_scheduler.StepLR(optimizer, step_size=20)\n",
    "draw_curve(scheduler_StepLR, 1, 100, \"StepLR\")\n",
    "scheduler_MultiStepLR = torch.optim.lr_scheduler.MultiStepLR(optimizer, [80, 120])\n",
    "draw_curve(scheduler_MultiStepLR, 1, 300, \"MultiStepLR\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b616bc69f5e56e869b6afa9b75bee44fb0b9cfffce48900ded2d9beddfe2e77a"
  },
  "kernelspec": {
   "display_name": "Python 3.6.13 64-bit ('torch-1.7': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
